{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "51dfffc9-4622-4aed-b182-9ea2f1d923f5",
   "metadata": {},
   "source": [
    "Chapter 19\n",
    "# 鸢尾花数据到无向图\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e3e96bd1-6c6c-426d-a298-367c834391de",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "from sklearn.metrics.pairwise import rbf_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e4592831-f7f1-47c2-9239-695b38299148",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义高斯核函数\n",
    "def gaussian_kernel(distance, sigma=1.0):\n",
    "    return np.exp(- (distance ** 2) / (2 * sigma ** 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1a9a7d0b-b0a2-43e8-ac1a-62111b02905b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载鸢尾花数据集\n",
    "iris = load_iris()\n",
    "data = iris.data[:, :2]  \n",
    "# 只使用前两个特征\n",
    "target = iris.target\n",
    "\n",
    "# 计算高斯核矩阵\n",
    "sigma = 0.5  # 高斯核的参数\n",
    "# K = rbf_kernel(data, data)\n",
    "\n",
    "# 计算成对距离矩阵\n",
    "D = np.linalg.norm(data[:, np.newaxis, :] - data, axis=2)\n",
    "K = gaussian_kernel(D, sigma)\n",
    "\n",
    "# 计算欧氏距离矩阵\n",
    "# distances = euclidean_distances(data)\n",
    "# 用成对距离矩阵也可以构造无向图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6f8c9a49-eb21-4e67-acd2-fe02e13e65ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(K, square = True, cmap = 'RdYlBu_r',\n",
    "            xticklabels = [], \n",
    "            yticklabels = [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "32e11fc8-ee0a-4975-9ec3-8cfe8d696baa",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.fill_diagonal(K, 0)\n",
    "# 对角线置0，避免自环"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9ee3c014-5bdd-43dc-8d88-f36bd3cd4f76",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建无向图\n",
    "G = nx.Graph()\n",
    "threshold = 0.8\n",
    "\n",
    "# 添加节点\n",
    "for i in range(len(data)):\n",
    "    G.add_node(i, label=f\"{iris.target_names[target[i]]} ({i+1})\")\n",
    "\n",
    "# 添加边，满足欧氏距离小于阈值的条件\n",
    "# for i in range(len(data)):\n",
    "#     for j in range(i + 1, len(data)):\n",
    "#         if K[i, j] > threshold:\n",
    "#             G.add_edge(i, j)\n",
    "\n",
    "# 找到满足条件的节点对，并添加边\n",
    "# 避免使用 for 循环\n",
    "indices = np.where(K > threshold)\n",
    "edges = list(zip(indices[0], indices[1]))\n",
    "\n",
    "G.add_edges_from(edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dfac0680-e02c-4437-a4f3-56f0c94beff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用鸢尾花数据的真实位置绘制图形\n",
    "pos = {i: (data[i, 0], data[i, 1]) for i in range(len(data))}\n",
    "labels = nx.get_edge_attributes(G, 'weight')\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "nx.draw_networkx(G, pos, with_labels=False, node_size = 18)\n",
    "# node的颜色代表鸢尾花类别\n",
    "# nx.draw_networkx_edge_labels(G, pos, edge_labels=labels)\n",
    "\n",
    "ax.set_xlim(4,8)\n",
    "ax.set_ylim(1,5)\n",
    "ax.grid()\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "plt.savefig('鸢尾花_高斯核_无向图, 真实位置.svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c860f6b4-b99f-4766-919f-4253812ebe40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不使用真实数据位置\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "nx.draw_networkx(G, with_labels=False, node_size = 18)\n",
    "plt.savefig('鸢尾花_高斯核_无向图, 随机位置.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
